Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 17544 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.3 MiB |
| Average record size in memory | 136.0 B |
Variable types
| NUM | 11 |
|---|---|
| BOOL | 3 |
| CAT | 2 |
| DATE | 1 |
dteday has a high cardinality: 731 distinct values | High cardinality |
atemp is highly correlated with temp | High correlation |
temp is highly correlated with atemp | High correlation |
cnt is highly correlated with registered | High correlation |
registered is highly correlated with cnt | High correlation |
dteday is uniformly distributed | Uniform |
datetime has unique values | Unique |
hr has 731 (4.2%) zeros | Zeros |
weekday has 2520 (14.4%) zeros | Zeros |
windspeed has 2183 (12.4%) zeros | Zeros |
casual has 1623 (9.3%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-16 20:33:07.014734 |
|---|---|
| Analysis finished | 2020-11-16 20:33:23.403093 |
| Duration | 16.39 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 17544 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| Minimum | 2011-01-01 00:00:00 |
|---|---|
| Maximum | 2012-12-31 23:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 731 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| 2011-08-13 | 24 |
|---|---|
| 2012-06-01 | 24 |
| 2012-07-05 | 24 |
| 2012-12-31 | 24 |
| 2011-06-18 | 24 |
| Other values (726) |
| Value | Count | Frequency (%) | |
| 2011-08-13 | 24 | 0.1% | |
| 2012-06-01 | 24 | 0.1% | |
| 2012-07-05 | 24 | 0.1% | |
| 2012-12-31 | 24 | 0.1% | |
| 2011-06-18 | 24 | 0.1% | |
| 2011-07-10 | 24 | 0.1% | |
| 2011-09-13 | 24 | 0.1% | |
| 2011-09-08 | 24 | 0.1% | |
| 2012-02-18 | 24 | 0.1% | |
| 2012-03-15 | 24 | 0.1% | |
| Other values (721) | 17304 | 98.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
| Value | Count | Frequency (%) | |
| 3 | 4512 | 25.7% | |
| 2 | 4416 | 25.2% | |
| 1 | 4344 | 24.8% | |
| 4 | 4272 | 24.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
yr
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 8784 | 50.1% | |
| 0 | 8760 | 49.9% |
mnth
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.519835841 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.449649205 |
|---|---|
| Coefficient of variation (CV) | 0.529100623 |
| Kurtosis | -1.209056868 |
| Mean | 6.519835841 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.008132615041 |
| Sum | 114384 |
| Variance | 11.90007964 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 12 | 1488 | 8.5% | |
| 10 | 1488 | 8.5% | |
| 8 | 1488 | 8.5% | |
| 7 | 1488 | 8.5% | |
| 5 | 1488 | 8.5% | |
| 3 | 1488 | 8.5% | |
| 1 | 1488 | 8.5% | |
| 11 | 1440 | 8.2% | |
| 9 | 1440 | 8.2% | |
| 6 | 1440 | 8.2% | |
| Other values (2) | 2808 | 16.0% |
| Value | Count | Frequency (%) | |
| 1 | 1488 | 8.5% | |
| 2 | 1368 | 7.8% | |
| 3 | 1488 | 8.5% | |
| 4 | 1440 | 8.2% | |
| 5 | 1488 | 8.5% |
| Value | Count | Frequency (%) | |
| 12 | 1488 | 8.5% | |
| 11 | 1440 | 8.2% | |
| 10 | 1488 | 8.5% | |
| 9 | 1440 | 8.2% | |
| 8 | 1488 | 8.5% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.5 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 731 |
| Zeros (%) | 4.2% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.75 |
| median | 11.5 |
| Q3 | 17.25 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 6.922383842 |
|---|---|
| Coefficient of variation (CV) | 0.601946421 |
| Kurtosis | -1.204175095 |
| Mean | 11.5 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 201756 |
| Variance | 47.91939805 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) | |
| 15 | 731 | 4.2% | |
| 14 | 731 | 4.2% | |
| 16 | 731 | 4.2% | |
| 1 | 731 | 4.2% | |
| 17 | 731 | 4.2% | |
| 2 | 731 | 4.2% | |
| 18 | 731 | 4.2% | |
| 3 | 731 | 4.2% | |
| 19 | 731 | 4.2% | |
| 4 | 731 | 4.2% | |
| Other values (14) | 10234 | 58.3% |
| Value | Count | Frequency (%) | |
| 0 | 731 | 4.2% | |
| 1 | 731 | 4.2% | |
| 2 | 731 | 4.2% | |
| 3 | 731 | 4.2% | |
| 4 | 731 | 4.2% |
| Value | Count | Frequency (%) | |
| 23 | 731 | 4.2% | |
| 22 | 731 | 4.2% | |
| 21 | 731 | 4.2% | |
| 20 | 731 | 4.2% | |
| 19 | 731 | 4.2% |
holiday
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| 0 | |
|---|---|
| 1 | 522 |
| Value | Count | Frequency (%) | |
| 0 | 17022 | 97.0% | |
| 1 | 522 | 3.0% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.002735978 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 2520 |
| Zeros (%) | 14.4% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.003472285 |
|---|---|
| Coefficient of variation (CV) | 0.6672155991 |
| Kurtosis | -1.253931627 |
| Mean | 3.002735978 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.002736202689 |
| Sum | 52680 |
| Variance | 4.013901196 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 6 | 2520 | 14.4% | |
| 5 | 2520 | 14.4% | |
| 0 | 2520 | 14.4% | |
| 4 | 2496 | 14.2% | |
| 3 | 2496 | 14.2% | |
| 2 | 2496 | 14.2% | |
| 1 | 2496 | 14.2% |
| Value | Count | Frequency (%) | |
| 0 | 2520 | 14.4% | |
| 1 | 2496 | 14.2% | |
| 2 | 2496 | 14.2% | |
| 3 | 2496 | 14.2% | |
| 4 | 2496 | 14.2% |
| Value | Count | Frequency (%) | |
| 6 | 2520 | 14.4% | |
| 5 | 2520 | 14.4% | |
| 4 | 2496 | 14.2% | |
| 3 | 2496 | 14.2% | |
| 2 | 2496 | 14.2% |
workingday
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 137.1 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 11982 | 68.3% | |
| 0 | 5562 | 31.7% |
weathersit
Real number (ℝ≥0)
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.432398541 |
|---|---|
| Minimum | 1 |
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.645304696 |
|---|---|
| Coefficient of variation (CV) | 0.4505063903 |
| Kurtosis | 0.2842194266 |
| Mean | 1.432398541 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.209671128 |
| Sum | 25130 |
| Variance | 0.4164181507 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) | |
| 1 | 11452 | 65.3% | |
| 2 | 4559 | 26.0% | |
| 3 | 1478 | 8.4% | |
| 2.5 | 7 | < 0.1% | |
| 1.5 | 5 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 2.615384615 | 1 | < 0.1% | |
| 2.913043478 | 1 | < 0.1% | |
| 2.285714286 | 1 | < 0.1% | |
| 2.230769231 | 1 | < 0.1% | |
| Other values (36) | 36 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 11452 | 65.3% | |
| 1.086956522 | 1 | < 0.1% | |
| 1.173913043 | 1 | < 0.1% | |
| 1.260869565 | 1 | < 0.1% | |
| 1.347826087 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 3 | < 0.1% | |
| 3 | 1478 | 8.4% | |
| 2.923076923 | 1 | < 0.1% | |
| 2.913043478 | 1 | < 0.1% | |
| 2.857142857 | 1 | < 0.1% |
| Distinct | 165 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4950444596 |
|---|---|
| Minimum | 0.02 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.34 |
| median | 0.5 |
| Q3 | 0.66 |
| 95-th percentile | 0.8 |
| Maximum | 1 |
| Range | 0.98 |
| Interquartile range (IQR) | 0.32 |
Descriptive statistics
| Standard deviation | 0.1931923279 |
|---|---|
| Coefficient of variation (CV) | 0.3902524796 |
| Kurtosis | -0.9456811262 |
| Mean | 0.4950444596 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.0005768974047 |
| Sum | 8685.06 |
| Variance | 0.03732327555 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.62 | 727 | 4.1% | |
| 0.66 | 693 | 4.0% | |
| 0.64 | 692 | 3.9% | |
| 0.7 | 690 | 3.9% | |
| 0.6 | 675 | 3.8% | |
| 0.36 | 671 | 3.8% | |
| 0.34 | 646 | 3.7% | |
| 0.3 | 642 | 3.7% | |
| 0.4 | 614 | 3.5% | |
| 0.32 | 614 | 3.5% | |
| Other values (155) | 10880 | 62.0% |
| Value | Count | Frequency (%) | |
| 0.02 | 18 | 0.1% | |
| 0.03 | 1 | < 0.1% | |
| 0.04 | 17 | 0.1% | |
| 0.06 | 17 | 0.1% | |
| 0.08 | 17 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.98 | 1 | < 0.1% | |
| 0.96 | 16 | 0.1% | |
| 0.94 | 17 | 0.1% | |
| 0.92 | 49 | 0.3% |
| Distinct | 177 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.473957028 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.197 |
| Q1 | 0.3333 |
| median | 0.4848 |
| Q3 | 0.6212 |
| 95-th percentile | 0.7424 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2879 |
Descriptive statistics
| Standard deviation | 0.1725194316 |
|---|---|
| Coefficient of variation (CV) | 0.3639980449 |
| Kurtosis | -0.8529035073 |
| Mean | 0.473957028 |
| Median Absolute Deviation (MAD) | 0.1364 |
| Skewness | -0.08502366103 |
| Sum | 8315.1021 |
| Variance | 0.02976295427 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.6212 | 988 | 5.6% | |
| 0.5152 | 619 | 3.5% | |
| 0.4091 | 614 | 3.5% | |
| 0.3333 | 601 | 3.4% | |
| 0.6667 | 593 | 3.4% | |
| 0.6061 | 588 | 3.4% | |
| 0.5303 | 579 | 3.3% | |
| 0.5 | 575 | 3.3% | |
| 0.4545 | 560 | 3.2% | |
| 0.303 | 550 | 3.1% | |
| Other values (167) | 11277 | 64.3% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 0.0152 | 4 | < 0.1% | |
| 0.02275 | 1 | < 0.1% | |
| 0.0303 | 8 | < 0.1% | |
| 0.0379 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.9848 | 2 | < 0.1% | |
| 0.9545 | 1 | < 0.1% | |
| 0.9242 | 5 | < 0.1% | |
| 0.9091 | 5 | < 0.1% |
hum
Real number (ℝ≥0)
| Distinct | 190 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6284276676 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 24 |
| Zeros (%) | 0.1% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.31 |
| Q1 | 0.48 |
| median | 0.63 |
| Q3 | 0.79 |
| 95-th percentile | 0.93 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 0.1930411904 |
|---|---|
| Coefficient of variation (CV) | 0.3071812404 |
| Kurtosis | -0.8220004959 |
| Mean | 0.6284276676 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | -0.1227933778 |
| Sum | 11025.135 |
| Variance | 0.03726490121 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.88 | 657 | 3.7% | |
| 0.83 | 630 | 3.6% | |
| 0.94 | 563 | 3.2% | |
| 0.87 | 490 | 2.8% | |
| 0.7 | 430 | 2.5% | |
| 0.66 | 388 | 2.2% | |
| 0.65 | 387 | 2.2% | |
| 0.69 | 361 | 2.1% | |
| 0.55 | 354 | 2.0% | |
| 0.74 | 341 | 1.9% | |
| Other values (180) | 12943 | 73.8% |
| Value | Count | Frequency (%) | |
| 0 | 24 | 0.1% | |
| 0.08 | 1 | < 0.1% | |
| 0.1 | 1 | < 0.1% | |
| 0.12 | 1 | < 0.1% | |
| 0.13 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 271 | 1.5% | |
| 0.97 | 1 | < 0.1% | |
| 0.96 | 3 | < 0.1% | |
| 0.94 | 563 | 3.2% | |
| 0.93 | 334 | 1.9% |
| Distinct | 121 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1909653129 |
|---|---|
| Minimum | 0 |
| Maximum | 0.8507 |
| Zeros | 2183 |
| Zeros (%) | 12.4% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1045 |
| median | 0.194 |
| Q3 | 0.2537 |
| 95-th percentile | 0.4179 |
| Maximum | 0.8507 |
| Range | 0.8507 |
| Interquartile range (IQR) | 0.1492 |
Descriptive statistics
| Standard deviation | 0.1228999275 |
|---|---|
| Coefficient of variation (CV) | 0.6435719952 |
| Kurtosis | 0.642089714 |
| Mean | 0.1909653129 |
| Median Absolute Deviation (MAD) | 0.0895 |
| Skewness | 0.5858050618 |
| Sum | 3350.29545 |
| Variance | 0.01510439217 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2183 | 12.4% | |
| 0.1343 | 1742 | 9.9% | |
| 0.1642 | 1696 | 9.7% | |
| 0.194 | 1658 | 9.5% | |
| 0.1045 | 1619 | 9.2% | |
| 0.2239 | 1513 | 8.6% | |
| 0.0896 | 1429 | 8.1% | |
| 0.2537 | 1295 | 7.4% | |
| 0.2836 | 1048 | 6.0% | |
| 0.2985 | 808 | 4.6% | |
| Other values (111) | 2553 | 14.6% |
| Value | Count | Frequency (%) | |
| 0 | 2183 | 12.4% | |
| 0.0448 | 2 | < 0.1% | |
| 0.05225 | 4 | < 0.1% | |
| 0.06715 | 2 | < 0.1% | |
| 0.0821 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.8507 | 2 | < 0.1% | |
| 0.8358 | 1 | < 0.1% | |
| 0.806 | 2 | < 0.1% | |
| 0.8016857143 | 1 | < 0.1% | |
| 0.7761 | 1 | < 0.1% |
| Distinct | 410 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.35855563 |
|---|---|
| Minimum | 0 |
| Maximum | 367 |
| Zeros | 1623 |
| Zeros (%) | 9.3% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 16 |
| Q3 | 48 |
| 95-th percentile | 138 |
| Maximum | 367 |
| Range | 367 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 49.1815934 |
|---|---|
| Coefficient of variation (CV) | 1.390938983 |
| Kurtosis | 7.643877527 |
| Mean | 35.35855563 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 2.510684406 |
| Sum | 620330.5 |
| Variance | 2418.829129 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1623 | 9.3% | |
| 1 | 1095 | 6.2% | |
| 2 | 800 | 4.6% | |
| 3 | 697 | 4.0% | |
| 4 | 561 | 3.2% | |
| 5 | 509 | 2.9% | |
| 6 | 448 | 2.6% | |
| 7 | 405 | 2.3% | |
| 8 | 378 | 2.2% | |
| 9 | 348 | 2.0% | |
| Other values (400) | 10680 | 60.9% |
| Value | Count | Frequency (%) | |
| 0 | 1623 | 9.3% | |
| 0.04347826087 | 1 | < 0.1% | |
| 0.07692307692 | 1 | < 0.1% | |
| 0.08695652174 | 1 | < 0.1% | |
| 0.1304347826 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 367 | 1 | < 0.1% | |
| 362 | 1 | < 0.1% | |
| 361 | 1 | < 0.1% | |
| 357 | 1 | < 0.1% | |
| 356 | 1 | < 0.1% |
| Distinct | 867 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.5279298 |
|---|---|
| Minimum | 0 |
| Maximum | 886 |
| Zeros | 24 |
| Zeros (%) | 0.1% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 33 |
| median | 114 |
| Q3 | 219 |
| 95-th percentile | 463 |
| Maximum | 886 |
| Range | 886 |
| Interquartile range (IQR) | 186 |
Descriptive statistics
| Standard deviation | 151.2185237 |
|---|---|
| Coefficient of variation (CV) | 0.9914153028 |
| Kurtosis | 2.77544819 |
| Mean | 152.5279298 |
| Median Absolute Deviation (MAD) | 89 |
| Skewness | 1.565279375 |
| Sum | 2675950 |
| Variance | 22867.04191 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4 | 312 | 1.8% | |
| 3 | 311 | 1.8% | |
| 5 | 293 | 1.7% | |
| 6 | 267 | 1.5% | |
| 2 | 254 | 1.4% | |
| 1 | 205 | 1.2% | |
| 7 | 203 | 1.2% | |
| 8 | 191 | 1.1% | |
| 9 | 178 | 1.0% | |
| 11 | 140 | 0.8% | |
| Other values (857) | 15190 | 86.6% |
| Value | Count | Frequency (%) | |
| 0 | 24 | 0.1% | |
| 1 | 205 | 1.2% | |
| 1.333333333 | 1 | < 0.1% | |
| 1.333333333 | 1 | < 0.1% | |
| 1.5 | 10 | 0.1% |
| Value | Count | Frequency (%) | |
| 886 | 1 | < 0.1% | |
| 885 | 1 | < 0.1% | |
| 876 | 2 | < 0.1% | |
| 871 | 1 | < 0.1% | |
| 860 | 1 | < 0.1% |
| Distinct | 974 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 187.8864854 |
|---|---|
| Minimum | 1 |
| Maximum | 977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 137.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 38 |
| median | 140 |
| Q3 | 279 |
| 95-th percentile | 562 |
| Maximum | 977 |
| Range | 976 |
| Interquartile range (IQR) | 241 |
Descriptive statistics
| Standard deviation | 181.2782009 |
|---|---|
| Coefficient of variation (CV) | 0.9648283138 |
| Kurtosis | 1.438412688 |
| Mean | 187.8864854 |
| Median Absolute Deviation (MAD) | 112 |
| Skewness | 1.285737958 |
| Sum | 3296280.5 |
| Variance | 32861.78612 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 5 | 267 | 1.5% | |
| 4 | 239 | 1.4% | |
| 6 | 237 | 1.4% | |
| 3 | 230 | 1.3% | |
| 2 | 211 | 1.2% | |
| 7 | 202 | 1.2% | |
| 8 | 183 | 1.0% | |
| 1 | 160 | 0.9% | |
| 10 | 155 | 0.9% | |
| 11 | 147 | 0.8% | |
| Other values (964) | 15513 | 88.4% |
| Value | Count | Frequency (%) | |
| 1 | 160 | 0.9% | |
| 1.333333333 | 1 | < 0.1% | |
| 1.5 | 7 | < 0.1% | |
| 1.666666667 | 1 | < 0.1% | |
| 1.666666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 977 | 1 | < 0.1% | |
| 976 | 1 | < 0.1% | |
| 970 | 1 | < 0.1% | |
| 968 | 1 | < 0.1% | |
| 967 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| datetime | dteday | season | yr | mnth | hr | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2011-01-01 00:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 0 | 0.0 | 5 | 0.0 | 1.0 | 0.24 | 0.2879 | 0.81 | 0.0000 | 3.0 | 13.0 | 16.0 |
| 1 | 2011-01-01 01:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 1 | 0.0 | 5 | 0.0 | 1.0 | 0.22 | 0.2727 | 0.80 | 0.0000 | 8.0 | 32.0 | 40.0 |
| 2 | 2011-01-01 02:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 2 | 0.0 | 5 | 0.0 | 1.0 | 0.22 | 0.2727 | 0.80 | 0.0000 | 5.0 | 27.0 | 32.0 |
| 3 | 2011-01-01 03:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 3 | 0.0 | 5 | 0.0 | 1.0 | 0.24 | 0.2879 | 0.75 | 0.0000 | 3.0 | 10.0 | 13.0 |
| 4 | 2011-01-01 04:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 4 | 0.0 | 5 | 0.0 | 1.0 | 0.24 | 0.2879 | 0.75 | 0.0000 | 0.0 | 1.0 | 1.0 |
| 5 | 2011-01-01 05:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 5 | 0.0 | 5 | 0.0 | 2.0 | 0.24 | 0.2576 | 0.75 | 0.0896 | 0.0 | 1.0 | 1.0 |
| 6 | 2011-01-01 06:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 6 | 0.0 | 5 | 0.0 | 1.0 | 0.22 | 0.2727 | 0.80 | 0.0000 | 2.0 | 0.0 | 2.0 |
| 7 | 2011-01-01 07:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 7 | 0.0 | 5 | 0.0 | 1.0 | 0.20 | 0.2576 | 0.86 | 0.0000 | 1.0 | 2.0 | 3.0 |
| 8 | 2011-01-01 08:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 8 | 0.0 | 5 | 0.0 | 1.0 | 0.24 | 0.2879 | 0.75 | 0.0000 | 1.0 | 7.0 | 8.0 |
| 9 | 2011-01-01 09:00:00 | 2011-01-01 | 1.0 | 0.0 | 1 | 9 | 0.0 | 5 | 0.0 | 1.0 | 0.32 | 0.3485 | 0.76 | 0.0000 | 8.0 | 6.0 | 14.0 |
Last rows
| datetime | dteday | season | yr | mnth | hr | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17534 | 2012-12-31 14:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 14 | 0.0 | 0 | 1.0 | 2.0 | 0.28 | 0.2727 | 0.45 | 0.2239 | 62.0 | 185.0 | 247.0 |
| 17535 | 2012-12-31 15:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 15 | 0.0 | 0 | 1.0 | 2.0 | 0.28 | 0.2879 | 0.45 | 0.1343 | 69.0 | 246.0 | 315.0 |
| 17536 | 2012-12-31 16:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 16 | 0.0 | 0 | 1.0 | 2.0 | 0.26 | 0.2576 | 0.48 | 0.1940 | 30.0 | 184.0 | 214.0 |
| 17537 | 2012-12-31 17:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 17 | 0.0 | 0 | 1.0 | 2.0 | 0.26 | 0.2879 | 0.48 | 0.0896 | 14.0 | 150.0 | 164.0 |
| 17538 | 2012-12-31 18:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 18 | 0.0 | 0 | 1.0 | 2.0 | 0.26 | 0.2727 | 0.48 | 0.1343 | 10.0 | 112.0 | 122.0 |
| 17539 | 2012-12-31 19:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 19 | 0.0 | 0 | 1.0 | 2.0 | 0.26 | 0.2576 | 0.60 | 0.1642 | 11.0 | 108.0 | 119.0 |
| 17540 | 2012-12-31 20:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 20 | 0.0 | 0 | 1.0 | 2.0 | 0.26 | 0.2576 | 0.60 | 0.1642 | 8.0 | 81.0 | 89.0 |
| 17541 | 2012-12-31 21:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 21 | 0.0 | 0 | 1.0 | 1.0 | 0.26 | 0.2576 | 0.60 | 0.1642 | 7.0 | 83.0 | 90.0 |
| 17542 | 2012-12-31 22:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 22 | 0.0 | 0 | 1.0 | 1.0 | 0.26 | 0.2727 | 0.56 | 0.1343 | 13.0 | 48.0 | 61.0 |
| 17543 | 2012-12-31 23:00:00 | 2012-12-31 | 1.0 | 1.0 | 12 | 23 | 0.0 | 0 | 1.0 | 1.0 | 0.26 | 0.2727 | 0.65 | 0.1343 | 12.0 | 37.0 | 49.0 |